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Catalyzing Deep Learning's
Impact in the Enterprise
Andres Rodriguez, PhD
January 11, 2017
AIFrontiers
[adapted from a talk by Arjun Bansal, Intel Nervana]
MAKING MACHINES
SMARTER.™
AI can transform the world for the better
2
SAFER HEALTHIER HAPPIER
But how does your enterprise win in this space?
3
1. Use an existing model
4
SegNet
AIICNN
bAbI
Q&A
GoogLeNet
Alexnet
Deep
Speech 2
VGG
Sentiment Analysis
2. Train with your data
5
http://vision.stanford.edu/Datasets/collage_s.png
https://www.kaggle.com/c/dogs-vs-cats
2. Train with your data
6
http://vision.stanford.edu/Datasets/collage_s.png
http://adas.cvc.uab.es/task-cv2016/papers/0026.pdf
TALENT POOL
Talent is tight
7
8
3. Use Professional Services
GIVE A PERSON
A FISH
4. Train your staff
9
TEACH THEM
HOW TO FISH
5. Evaluate lock-in
10
6. If your org requires it - have an on premise plan
11
Buys and
provisions
enterprise brands
piecemeal
Managed with
VMware
Organized and
managed with
vblocks
Commodity
hardware +
OpenStack
Uses Public
Cloud
6. …or go straight to a cloud service
12
Buys and
provisions
enterprise brands
piecemeal
Managed with
VMware
Organized and
managed with
vblocks
Commodity
hardware +
OpenStack
Uses Public
Cloud
SKIP UNNECESSARY SPENDING
7. Use a scalable cloud service
13
8. Embrace ludicrous speed
14
8. Embrace ludicrous speed
15
DEEP LEARNING
PROCESSOR
55
TeraOps
9. Plan a Data Strategy
16
…
55
TOps
10. Have a deployment strategy
17
Intel Nervana has you covered
18
Images
Video
Text
Speech
Tabular
Time
series
Solutions
Intel Nervana in action
19
Healthcare: Tumor detection
Automotive: Speech interfaces
Finance: Time-series search
engine
Positive:
Negative:
Agricultural Robotics Oil & Gas
Positive:
Negative:
Proteomics: Sequence analysis
Query:
Results:
NERVANA

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Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise

  • 1. Catalyzing Deep Learning's Impact in the Enterprise Andres Rodriguez, PhD January 11, 2017 AIFrontiers [adapted from a talk by Arjun Bansal, Intel Nervana] MAKING MACHINES SMARTER.™
  • 2. AI can transform the world for the better 2 SAFER HEALTHIER HAPPIER
  • 3. But how does your enterprise win in this space? 3
  • 4. 1. Use an existing model 4 SegNet AIICNN bAbI Q&A GoogLeNet Alexnet Deep Speech 2 VGG Sentiment Analysis
  • 5. 2. Train with your data 5 http://vision.stanford.edu/Datasets/collage_s.png https://www.kaggle.com/c/dogs-vs-cats
  • 6. 2. Train with your data 6 http://vision.stanford.edu/Datasets/collage_s.png http://adas.cvc.uab.es/task-cv2016/papers/0026.pdf
  • 8. 8 3. Use Professional Services GIVE A PERSON A FISH
  • 9. 4. Train your staff 9 TEACH THEM HOW TO FISH
  • 11. 6. If your org requires it - have an on premise plan 11 Buys and provisions enterprise brands piecemeal Managed with VMware Organized and managed with vblocks Commodity hardware + OpenStack Uses Public Cloud
  • 12. 6. …or go straight to a cloud service 12 Buys and provisions enterprise brands piecemeal Managed with VMware Organized and managed with vblocks Commodity hardware + OpenStack Uses Public Cloud SKIP UNNECESSARY SPENDING
  • 13. 7. Use a scalable cloud service 13
  • 15. 8. Embrace ludicrous speed 15 DEEP LEARNING PROCESSOR 55 TeraOps
  • 16. 9. Plan a Data Strategy 16 … 55 TOps
  • 17. 10. Have a deployment strategy 17
  • 18. Intel Nervana has you covered 18 Images Video Text Speech Tabular Time series Solutions
  • 19. Intel Nervana in action 19 Healthcare: Tumor detection Automotive: Speech interfaces Finance: Time-series search engine Positive: Negative: Agricultural Robotics Oil & Gas Positive: Negative: Proteomics: Sequence analysis Query: Results: